Page 320 - Artificial Intelligence in the Age of Neural Networks and Brain Computing

Index

Note: ‘Page numbers followed by “f” indicate figures, “t” indicate tables.’

A approaches, 208e210
data crap, 142e146
Accuracy, 150e151, 151f
to DAV, 58f
ACS. See Automation computer scientists (ACS)
directions in brain and mind, 178e184
AD. See Alzheimer Disease (AD)
DL
Adaline. See Adaptive Linear Neuron (Adaline)
cultural revolution and opportunities, 162e163
Adaptation, 248e249
and neural networks before (2009e11), 162
modality, 252e253
evaluation, 148e154
Adaptive equalization, 10
data use, 148e149
Adaptive resonance theory (ART), 37e40, 46,
decision thresholds, 154
71e72, 194
performance measures, 149e153
Matching Rule, 37, 37fe39f
foundations of deep learning revolution, 164e172
networks, 45e46
IT for human survival, 184e187
Adaptive Linear Neuron (Adaline), 3e5, 3f
opportunity for DL revolution in neuroscience,
with bootstrap learning, 6f
163e164
unsupervised learning with, 5e6
pragmatic implementation of complementarity,
Adaptive sampling, 250
215e216
Adversarial perturbations, 239
risks of human extinction, need for paradigm, 164
AE. See Autoencoder (AE)
from RNNs to mouse-level computational intel-
AI. See Artificial Intelligence (AI)
ligence, 172e178
Aided target recognition (AiTR), 70
Algorithm crap, 146e148 variability and bias in performance estimation,
Alpha-Go, 205e206 154e157
Alzheimer Disease (AD), 227e228 Artificial neural network (ANN), 54e55, 60, 61f,
AM. See Amplitude modulation (AM); Associa- 69, 114e115, 114f, 168, 208e210.
tive memory (AM) See also Convolutional neural networks
AMPD. See Asynchronously massively parallel (CNN); Deep neural networks (DNNs);
distributed (AMPD) Spiking neural network (SNN)
from Aristotle’s logic to
Amplitude modulation (AM), 94
classical, 114e115
Amplitude synchrony, 211e213
EC, 116e117
Analyticity, 60, 69
fuzzy logic and fuzzy ruleebased systems,
ANN. See Artificial neural network (ANN)
113e114
Answer, question vs., 287e288
and rule-based systems for knowledge repre-
Anti-Hebbian learning, 25
sentation and reasoning, 112e113
APNNS. See AsiaePacific neural network Society
deep learning, 55
(APNNS)
integration with rule-based systems, 115e116
Area under curve (AUC), 152e153
Artificial rule-based intelligence, 54e55
Aristotle’s logic to ANN and hybrid systems,
Artificial stupidity (AS), 139e140, 164
112e117
threat from, 185
ARMmbeb limited-resource device, 247
AS. See Artificial stupidity (AS)
ART. See Adaptive resonance theory (ART)
AsiaePacific neural network Society (APNNS),
Artificial datasets, 21
163e164
Artificial Intelligence (AI), 71e72, 98, 112,
Associative learning, 193
139e140, 194, 205
Associative memory (AM), 66e67
algorithm crap, 146e148
Asynchronously massively parallel distributed
applications, 118e121
(AMPD), 74
applications and implementations of SNN
AT. See Automation technology (AT)
for, 124
313